| Number of Variables | 21 |
|---|---|
| Number of Rows | 4119 |
| Missing Cells | 0 |
| Missing Cells (%) | 0.0% |
| Duplicate Rows | 0 |
| Duplicate Rows (%) | 0.0% |
| Total Size in Memory | 3.0 MB |
| Average Row Size in Memory | 770.5 B |
| Variable Types |
|
| duration is skewed | Skewed |
|---|---|
| campaign is skewed | Skewed |
| pdays is skewed | Skewed |
| emp.var.rate is skewed | Skewed |
| cons.price.idx is skewed | Skewed |
| cons.conf.idx is skewed | Skewed |
| euribor3m is skewed | Skewed |
| nr.employed is skewed | Skewed |
| month has constant length 3 | Constant Length |
| day_of_week has constant length 3 | Constant Length |
| previous has constant length 1 | Constant Length |
|---|---|
| emp.var.rate has 1735 (42.12%) negatives | Negatives |
| cons.conf.idx has 4119 (100.0%) negatives | Negatives |
numerical
| Approximate Distinct Count | 67 |
|---|---|
| Approximate Unique (%) | 1.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 65904 |
| Mean | 40.1136 |
| Minimum | 18 |
| Maximum | 88 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 18 |
|---|---|
| 5-th Percentile | 26 |
| Q1 | 32 |
| Median | 38 |
| Q3 | 47 |
| 95-th Percentile | 58 |
| Maximum | 88 |
| Range | 70 |
| IQR | 15 |
| Mean | 40.1136 |
|---|---|
| Standard Deviation | 10.3134 |
| Variance | 106.3654 |
| Sum | 165228 |
| Skewness | 0.7154 |
| Kurtosis | 0.4361 |
| Coefficient of Variation | 0.2571 |
categorical
| Approximate Distinct Count | 12 |
|---|---|
| Approximate Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 304777 |
| Mean | 8.993 |
|---|---|
| Standard Deviation | 2.1585 |
| Median | 10 |
| Minimum | 6 |
| Maximum | 13 |
| 1st row | blue-collar |
|---|---|
| 2nd row | services |
| 3rd row | services |
| 4th row | services |
| 5th row | admin. |
| Count | 34987 |
|---|---|
| Lowercase Letter | 34987 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 1043 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 4 |
|---|---|
| Approximate Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 295861 |
| Mean | 6.8284 |
|---|---|
| Standard Deviation | 0.599 |
| Median | 7 |
| Minimum | 6 |
| Maximum | 8 |
| 1st row | married |
|---|---|
| 2nd row | single |
| 3rd row | married |
| 4th row | married |
| 5th row | married |
| Count | 28126 |
|---|---|
| Lowercase Letter | 28126 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 8 |
|---|---|
| Approximate Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 320546 |
| Mean | 12.8213 |
|---|---|
| Standard Deviation | 4.403 |
| Median | 11 |
| Minimum | 7 |
| Maximum | 19 |
| 1st row | basic.9y |
|---|---|
| 2nd row | high.school |
| 3rd row | high.school |
| 4th row | basic.9y |
| 5th row | university.degree |
| Count | 47629 |
|---|---|
| Lowercase Letter | 47629 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 1231 |
categorical
| Approximate Distinct Count | 3 |
|---|---|
| Approximate Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 279989 |
| Mean | 2.975 |
|---|---|
| Standard Deviation | 1.981 |
| Median | 2 |
| Minimum | 2 |
| Maximum | 7 |
| 1st row | no |
|---|---|
| 2nd row | no |
| 3rd row | no |
| 4th row | no |
| 5th row | no |
| Count | 12254 |
|---|---|
| Lowercase Letter | 12254 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 3 |
|---|---|
| Approximate Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 278673 |
| Mean | 2.6555 |
|---|---|
| Standard Deviation | 0.8578 |
| Median | 3 |
| Minimum | 2 |
| Maximum | 7 |
| 1st row | yes |
|---|---|
| 2nd row | no |
| 3rd row | yes |
| 4th row | unknown |
| 5th row | yes |
| Count | 10938 |
|---|---|
| Lowercase Letter | 10938 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 3 |
|---|---|
| Approximate Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 277163 |
| Mean | 2.2889 |
|---|---|
| Standard Deviation | 0.8458 |
| Median | 2 |
| Minimum | 2 |
| Maximum | 7 |
| 1st row | no |
|---|---|
| 2nd row | no |
| 3rd row | no |
| 4th row | unknown |
| 5th row | no |
| Count | 9428 |
|---|---|
| Lowercase Letter | 9428 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 302154 |
| Mean | 8.3562 |
|---|---|
| Standard Deviation | 0.4789 |
| Median | 8 |
| Minimum | 8 |
| Maximum | 9 |
| 1st row | cellular |
|---|---|
| 2nd row | telephone |
| 3rd row | telephone |
| 4th row | telephone |
| 5th row | cellular |
| Count | 34419 |
|---|---|
| Lowercase Letter | 34419 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 10 |
|---|---|
| Approximate Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 280092 |
| Mean | 3 |
|---|---|
| Standard Deviation | 0 |
| Median | 3 |
| Minimum | 3 |
| Maximum | 3 |
| 1st row | may |
|---|---|
| 2nd row | may |
| 3rd row | jun |
| 4th row | jun |
| 5th row | nov |
| Count | 12357 |
|---|---|
| Lowercase Letter | 12357 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 5 |
|---|---|
| Approximate Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 280092 |
| Mean | 3 |
|---|---|
| Standard Deviation | 0 |
| Median | 3 |
| Minimum | 3 |
| Maximum | 3 |
| 1st row | fri |
|---|---|
| 2nd row | fri |
| 3rd row | wed |
| 4th row | fri |
| 5th row | mon |
| Count | 12357 |
|---|---|
| Lowercase Letter | 12357 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
numerical
| Approximate Distinct Count | 828 |
|---|---|
| Approximate Unique (%) | 20.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 65904 |
| Mean | 256.7881 |
| Minimum | 0 |
| Maximum | 3643 |
| Zeros | 1 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 35 |
| Q1 | 103 |
| Median | 181 |
| Q3 | 317 |
| 95-th Percentile | 740.2 |
| Maximum | 3643 |
| Range | 3643 |
| IQR | 214 |
| Mean | 256.7881 |
|---|---|
| Standard Deviation | 254.7037 |
| Variance | 64873.9932 |
| Sum | 1.0577e+06 |
| Skewness | 3.2936 |
| Kurtosis | 20.7353 |
| Coefficient of Variation | 0.9919 |
numerical
| Approximate Distinct Count | 25 |
|---|---|
| Approximate Unique (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 65904 |
| Mean | 2.5373 |
| Minimum | 1 |
| Maximum | 35 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 1 |
|---|---|
| 5-th Percentile | 1 |
| Q1 | 1 |
| Median | 2 |
| Q3 | 3 |
| 95-th Percentile | 7 |
| Maximum | 35 |
| Range | 34 |
| IQR | 2 |
| Mean | 2.5373 |
|---|---|
| Standard Deviation | 2.5682 |
| Variance | 6.5954 |
| Sum | 10451 |
| Skewness | 4.0017 |
| Kurtosis | 25.2524 |
| Coefficient of Variation | 1.0122 |
numerical
| Approximate Distinct Count | 21 |
|---|---|
| Approximate Unique (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 65904 |
| Mean | 960.4222 |
| Minimum | 0 |
| Maximum | 999 |
| Zeros | 2 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 999 |
| Q1 | 999 |
| Median | 999 |
| Q3 | 999 |
| 95-th Percentile | 999 |
| Maximum | 999 |
| Range | 999 |
| IQR | 0 |
| Mean | 960.4222 |
|---|---|
| Standard Deviation | 191.9228 |
| Variance | 36834.3557 |
| Sum | 3.956e+06 |
| Skewness | -4.7734 |
| Kurtosis | 20.7858 |
| Coefficient of Variation | 0.1998 |
categorical
| Approximate Distinct Count | 7 |
|---|---|
| Approximate Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 271854 |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 4119 |
categorical
| Approximate Distinct Count | 3 |
|---|---|
| Approximate Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 310660 |
| Mean | 10.4212 |
|---|---|
| Standard Deviation | 1.4073 |
| Median | 11 |
| Minimum | 7 |
| Maximum | 11 |
| 1st row | nonexistent |
|---|---|
| 2nd row | nonexistent |
| 3rd row | nonexistent |
| 4th row | nonexistent |
| 5th row | nonexistent |
| Count | 42925 |
|---|---|
| Lowercase Letter | 42925 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
numerical
| Approximate Distinct Count | 10 |
|---|---|
| Approximate Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 65904 |
| Mean | 0.08497 |
| Minimum | -3.4 |
| Maximum | 1.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 1735 |
| Negatives (%) | 42.1% |
| Minimum | -3.4 |
|---|---|
| 5-th Percentile | -2.9 |
| Q1 | -1.8 |
| Median | 1.1 |
| Q3 | 1.4 |
| 95-th Percentile | 1.4 |
| Maximum | 1.4 |
| Range | 4.8 |
| IQR | 3.2 |
| Mean | 0.08497 |
|---|---|
| Standard Deviation | 1.5631 |
| Variance | 2.4433 |
| Sum | 350 |
| Skewness | -0.7274 |
| Kurtosis | -1.042 |
| Coefficient of Variation | 18.3956 |
numerical
| Approximate Distinct Count | 26 |
|---|---|
| Approximate Unique (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 65904 |
| Mean | 93.5797 |
| Minimum | 92.201 |
| Maximum | 94.767 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 92.201 |
|---|---|
| 5-th Percentile | 92.713 |
| Q1 | 93.075 |
| Median | 93.749 |
| Q3 | 93.994 |
| 95-th Percentile | 94.465 |
| Maximum | 94.767 |
| Range | 2.566 |
| IQR | 0.919 |
| Mean | 93.5797 |
|---|---|
| Standard Deviation | 0.5793 |
| Variance | 0.3356 |
| Sum | 385454.802 |
| Skewness | -0.2166 |
| Kurtosis | -0.8238 |
| Coefficient of Variation | 0.006191 |
numerical
| Approximate Distinct Count | 26 |
|---|---|
| Approximate Unique (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 65904 |
| Mean | -40.4991 |
| Minimum | -50.8 |
| Maximum | -26.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 4119 |
| Negatives (%) | 100.0% |
| Minimum | -50.8 |
|---|---|
| 5-th Percentile | -47.1 |
| Q1 | -42.7 |
| Median | -41.8 |
| Q3 | -36.4 |
| 95-th Percentile | -33.6 |
| Maximum | -26.9 |
| Range | 23.9 |
| IQR | 6.3 |
| Mean | -40.4991 |
|---|---|
| Standard Deviation | 4.5946 |
| Variance | 21.1101 |
| Sum | -166815.8 |
| Skewness | 0.2872 |
| Kurtosis | -0.3154 |
| Coefficient of Variation | -0.1134 |
numerical
| Approximate Distinct Count | 234 |
|---|---|
| Approximate Unique (%) | 5.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 65904 |
| Mean | 3.6214 |
| Minimum | 0.635 |
| Maximum | 5.045 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0.635 |
|---|---|
| 5-th Percentile | 0.8084 |
| Q1 | 1.334 |
| Median | 4.857 |
| Q3 | 4.961 |
| 95-th Percentile | 4.966 |
| Maximum | 5.045 |
| Range | 4.41 |
| IQR | 3.627 |
| Mean | 3.6214 |
|---|---|
| Standard Deviation | 1.7336 |
| Variance | 3.0053 |
| Sum | 14916.364 |
| Skewness | -0.7148 |
| Kurtosis | -1.3961 |
| Coefficient of Variation | 0.4787 |
numerical
| Approximate Distinct Count | 11 |
|---|---|
| Approximate Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 65904 |
| Mean | 5166.4817 |
| Minimum | 4963.6 |
| Maximum | 5228.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 4963.6 |
|---|---|
| 5-th Percentile | 5008.7 |
| Q1 | 5099.1 |
| Median | 5191 |
| Q3 | 5228.1 |
| 95-th Percentile | 5228.1 |
| Maximum | 5228.1 |
| Range | 264.5 |
| IQR | 129 |
| Mean | 5166.4817 |
|---|---|
| Standard Deviation | 73.6679 |
| Variance | 5426.96 |
| Sum | 2.1281e+07 |
| Skewness | -1.0755 |
| Kurtosis | 0.06019 |
| Coefficient of Variation | 0.01426 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 276424 |
| Mean | 2.1095 |
|---|---|
| Standard Deviation | 0.3123 |
| Median | 2 |
| Minimum | 2 |
| Maximum | 3 |
| 1st row | no |
|---|---|
| 2nd row | no |
| 3rd row | no |
| 4th row | no |
| 5th row | no |
| Count | 8689 |
|---|---|
| Lowercase Letter | 8689 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |